[PDF][PDF] 无人驾驶车辆的运动控制发展现状综述

熊璐, 杨兴, 卓桂荣, 冷搏, 章仁夑 - 机械工程学报, 2020 - scholar.archive.org
回顾无人驾驶车辆的运动控制问题. 从系统模型, 控制方法以及控制结构等角度切入,
分别在纵向运动控制, 路径跟踪控制和轨迹跟踪控制三个层面对国内外的研究进展进行综述 …

Control strategies on path tracking for autonomous vehicle: State of the art and future challenges

Q Yao, Y Tian, Q Wang, S Wang - IEEE Access, 2020 - ieeexplore.ieee.org
Autonomous vehicle technology aims to improve driving safety, driving comfort, and its
economy, as well as reduce traffic accident rate. As the basic part of autonomous vehicle …

Autonomous vehicles on the edge: A survey on autonomous vehicle racing

J Betz, H Zheng, A Liniger, U Rosolia… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
The rising popularity of self-driving cars has led to the emergence of a new research field in
recent years: Autonomous racing. Researchers are developing software and hardware for …

A survey of deep learning techniques for autonomous driving

S Grigorescu, B Trasnea, T Cocias… - Journal of field …, 2020 - Wiley Online Library
The last decade witnessed increasingly rapid progress in self‐driving vehicle technology,
mainly backed up by advances in the area of deep learning and artificial intelligence (AI) …

A reinforcement learning-based adaptive path tracking approach for autonomous driving

Y Shan, B Zheng, L Chen, L Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The path tracking system is a crucial component in fully autonomous vehicles. While many
methods provide stateof-the-art tracking performance, they tend to emphasize tracking …

Learning how to autonomously race a car: a predictive control approach

U Rosolia, F Borrelli - IEEE Transactions on Control Systems …, 2019 - ieeexplore.ieee.org
We present a learning model predictive controller (LMPC) for autonomous racing. We model
the autonomous racing problem as a minimum time iterative control task, where an iteration …

A model predictive controller with switched tracking error for autonomous vehicle path tracking

C Sun, X Zhang, Q Zhou, Y Tian - IEEE Access, 2019 - ieeexplore.ieee.org
Autonomous vehicle path tracking accuracy and vehicle stability can hardly be
accomplished by one fixed control frame in various conditions due to the changing vehicle …

Cautious nmpc with gaussian process dynamics for autonomous miniature race cars

L Hewing, A Liniger… - 2018 European Control …, 2018 - ieeexplore.ieee.org
This paper presents an adaptive high performance control method for autonomous miniature
race cars. Racing dynamics are notoriously hard to model from first principles, which is …

An improved kinematic model predictive control for high-speed path tracking of autonomous vehicles

L Tang, F Yan, B Zou, K Wang, C Lv - IEEE Access, 2020 - ieeexplore.ieee.org
Kinematic model predictive control (MPC) is well known for its simplicity and computational
efficiency for path tracking of autonomous vehicles, however, it merely works well at low …

Autonomous racing using learning model predictive control

U Rosolia, A Carvalho, F Borrelli - 2017 American control …, 2017 - ieeexplore.ieee.org
A novel learning Model Predictive Control technique is applied to the autonomous racing
problem. The goal of the controller is to minimize the time to complete a lap. The proposed …